Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Braveheart (1995) 110,286,945
Blade Runner (1982) 1,445,283 Empire Strikes Back, The (1980) 225,554,189 Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Psycho (1960) 43,200,000
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 Taxi Driver (1976) 33,669,000
Princess Bride, The (1987) 21,277,649 Usual Suspects, The (1995) 1,120,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Fargo (1996) 24,611,975 Princess Bride, The (1987) 21,277,649 Return of the Jedi (1983) 500,773,409
Braveheart (1995) 110,286,945 Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649
Average 64,287,542 Average 130,934,258 Average 122,189,292

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Godfather, The (1972) 291,702,411
Clockwork Orange, A (1971) 38,589,355
Raising Arizona (1987) 22,847,564
Aliens (1986) 121,385,096
Killing Fields, The (1984) 50,509,720
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Highlander (1986) 5,735,847
Silence of the Lambs, The (1991) 137,332,208
Patton (1970) 89,800,000
Natural Born Killers (1994) 72,282,766
Star Trek: The Wrath of Khan (1982) 118,633,541
Groundhog Day (1993) 103,406,973
Ben-Hur (1959) 106,992,000
Conan the Barbarian (1981) 60,241,612
GoodFellas (1990) 67,336,394
Alien (1979) 42,285,739
Forrest Gump (1994) 485,691,196
Apocalypse Now (1979) 42,606,290
Don Juan DeMarco (1995) 22,200,000
Bridge on the River Kwai, The (1957) 50,495,000
Good, The Bad and The Ugly, The (1966) 19,000,000
Star Wars (1977) 731,853,665
Nightmare on Elm Street, A (1984) 65,398,755
Average 124,226,744
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